{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# import seaborn\n",
    "import os\n",
    "import pandas as pd\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## primary loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fbcf928add0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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/gD2z7xSQBS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbcf937b210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "csv_path_list = [\n",
    "#     '../models/primary/emsize100nhid100dropout0.50tiedTrue/train.csv',\n",
    "    '../models/primary/emsize200nhid200dropout0.50tiedTrue/train.csv',\n",
    "    '../models/primary/emsize300nhid300dropout0.50tiedTrue/train.csv',\n",
    "    '../models/primary/emsize500nhid500dropout0.50tiedTrue/train.csv',\n",
    "#     '../models/primary/emsize750nhid750dropout0.50tiedTrue/train.csv',\n",
    "    '../models/primary/emsize1000nhid1000dropout0.50tiedTrue/train.csv',\n",
    "#     '../models/primary/emsize1250nhid1250dropout0.50tiedTrue/train.csv',\n",
    "    '../models/primary/emsize1500nhid1500dropout0.50tiedTrue/train.csv',\n",
    "]\n",
    "label_list = [\n",
    "#     'size=100',\n",
    "    'size=200',\n",
    "    'size=300',\n",
    "    'size=500',\n",
    "#     'size=750',\n",
    "    'size=1000',\n",
    "#     'size=1250',\n",
    "    'size=1500',\n",
    "]\n",
    "\n",
    "plt.figure(figsize=(5, 4), dpi=300)\n",
    "data = []\n",
    "for i, csv_path in enumerate(csv_path_list):\n",
    "    df = pd.read_csv(csv_path)\n",
    "    plt.plot(df.epoch.values, df.val_ppl.values, label=label_list[i])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('val ppl.')\n",
    "plt.title('primary')\n",
    "plt.legend(loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## middle loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fbcf919eb10>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0y7mhVWFbgdwyCDVI0iIPZ2ece/0o6f+MMY9I+rukmHPvR0v6lzGm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\nXsuWLdPIkSMd44iICC1YsMCnW6tHjwb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FAAAg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\n/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AAABUfoCoxgXpdpdZTW\nKFbf09O1MlSpaWXTnM+taxxiX1dJmjBfOuYC99zWJ6WVvx76HsjoVI++rk0HYtqwq7XApwEAAAAA\nAISuwAhWWRN2jneEa5TYu1fJzk5J0rHV7mrX9Y3rc3OQ06/1nnvgP6W9r+VmHzidMGO8gn53g98V\n9HUFAAAAAKDgCF2BEcyrvUBnaY2spFhDT7WrV1/XdY3rhn6ZliTNOFWacZp7LnZAuuNjUiI29H3g\nVFri15Jp9HUFAAAAAKBYELoCI5hX6JrwhxQLlvd7mVZjZ6N2H9g99IMYI130fSngrrxVw4vS49cP\nfR94WjbH3WJgxeZ9uQnWAQAAAABA1ghdgRHMK3SVDvV1PRi6VrlDVylHfV2lnt6u517nPf/Ed6Rt\nK3KzF9Ism+2+TGtfe7c27m4r8GkAAAAAABjbCF2BEay0PKhgyO+c6wgfCV3HhcdpatlU53Pr9uUo\ndJWkkz8mzX2ze84mpT9/XOriYqd8WDpzvPw++roCAAAAAFAMCF2BEcwY41nt2lFafTh0lTL3dc0Z\nn0+65Aap1P2t7tq/Rbr/87nbD4dFQwEtnlrpnHuWvq4AAAAAABQUoSswwlXUuPuo9lS6Nhz+7BW6\nrtq1SrFkDi+5qpgsvf2H3vOrbpHW3Z27/XCYZ1/XTfR1BQAAAACgkAhdgRGuotZd6dpZWqPuhiOV\nrotrFjufa421avXu1bk91IKLpeOv9J7/y7VS687c7gmd6tHXdW9blzbtbS/waQAAAAAAGLsIXYER\nrtKrvUC4Rok9e5Xs7JQknTDhBJUG3M8ur1ue+4Nd8E1p/Cz3XMc+6c5PSVRf5tRJs8bLo62rVmyi\nxQAAAAAAAIVC6AqMcF49XbtClUr4Aoo17JAklfhLdNqU05zPPl73eO4PFiqX3vEzyXj8NvP6I9KK\nn+Z+3zGsPBzUIo++ris2c5kWAAAAAACFQugKjHBePV1lfOoMVfW5TOusaWc5H93cvFnbW7bn/nAz\nlkln/qv3/ENflHauyf2+Y9iy2fR1BQAAAABguBG6AiNceXVY8viW8s7Smj6h65lTz/RcZ3l9HloM\nSNLZn5OmnOieS3RJf7xK6j6Qn73HoGUefV13tnRq2z7+OQMAAAAAUAiErsAIFwj6VTYu5JzrCPcN\nXWsjtVpQvcD5bF76ukqSPyhd9nMpGHHP790gPfCF/Ow9Bp08u0qGvq4AAAAAAAwrQldgFPDq69qR\nUukqSWdPO9v57PM7n9eBWJ4qIWuOks7/hvf8ypukdXfnZ+8xprI0qGMnVTjnnqWvKwAAAAAABUHo\nCowCXn1dO8LVaaGrV1/XWDKmZ3Y8k/OzHXbiB6UFl3jP3/1PUlMe+sqOQcvmePd1BQAAAAAA+Ufo\nCowC3pWutepu6Bu6LqheoOqwu+9n3loMSJIx0tt/KFVOd893Nkt3fFxKJvJ3hjHCq69rfVOH6vbT\n1xUAAAAAgHwjdAVGAa/QtbO0RvE9e5Xs7Dw85jM+nTnNfaHWE3VPKGmTeTmjJKl0fE9/V+PxW8+2\np6Xl38nf/mPEKbPdla4S1a4AAAAAABQCoSswClTWukPXhD+kWLBMXRs29Bn36uu6p2OP1u9bn/Pz\n9THzDdJZn/Oef/yb0rZn83uGUa4qWqJ5E8udcyvo6woAAAAAQN4RugKjgFelq9RzmdaBVav6jL1h\nyhsU8AWcz+e1xcAhZ/2bNP1U95xNSn/6qNSxP//nGMW8+ro+umGPtja2F/g0AAAAAACMLYSuwChQ\nWh5UIOR3znWEa9Sx+u99xqLBqE6aeJLz+eXbCxC6+gPSO38uhSrd883bpT9+RNq/Jf9nGaW8+rru\nae3S2370pO5cVe+cBwAAAAAAQ0foCowCxhhV1oSdcx2lNepYvTpt/KxpZzmfX9O4Rns79ub0fE7j\nZkgX/9B7/vVHpB+d2BO+7ngp/+cZZTL1dW3riuszv1+tf/79arV1xQt4KgAAAAAAxgZCV2CU8LxM\nK1yj+M6diu3Y0Wfcq6+r1HOhVkEsfId04ge8521CWvNH6adnSr+5TNr0uGRtYc42wtWWh7QsQ/Aq\nSXesqtdFP3pCL9U1FehUAAAAAACMDYSuwCjhFbp2lPZ8m3lqteuMihmaVTHL+c4T9QUKXSXp/G9K\nNcf0/9zrj0j/d7H08zdJ6/9C+JqFr71jkWrKSjI+s6XxgC678Wn99PHXlUzyzxQAAAAAgFwgdAVG\nCc/QNVzT89cBtBh4uuFpxRKx3B0uk5Ko9M5fSgF3e4Q0DS9Kv79SuuPjUqHOOEIdNaFc91xzpk4/\nyt3f9ZB40uob972iy/73ad21ul7d8WSBTggAAAAAwOhE6AqMEhUePV27QuOUNAEdWJV96Noea9fK\n3Stzer6MJh8nffheqWJa9u+8/IeDwSs9STOZWBHWb65apn8/f74CPpPx2dXbm3Ttbat12jf/pu8+\nuEE7mjsKdEoAAAAAAEYXQldglKisdVe6yvjUVjZVnevXK9nV1WfqxAknqixY5nzt8e2P5/qImU1d\nKl3zonTxj6Xqo7N7Z+0d0l1XS0kqMzPx+Yw++ca5+uMnT9OMqki/z+9t69KP//aazvjWo/rEb1bq\n6df2ytLOAQAAAACArBG6AqNEZW2pAiXuX9LNlXOkWEyda9f2GQ/6g3rDlDc43yloX9dDAqGei7Wu\nfk66/BZp6kn9v/PSbdJfryV4zcLx08fpnmvO0KXHT8nq+UTS6v61O/W+X6zQm777uL5891rdv2aH\n9rV35/mkAAAAAACMbISuwCjh8/s0cVaFc66pYo4kqWPVqrS5s6ed7Xxna8tWbWnekrPzDYjPJx37\ndumjD0sfukc66tzMz7/4f9J9n+NyrSyUh4P6wXtP0Pfes0TREn/W723e266bnt6iT9zyok78ykN6\n6/eX60t3rdF9L+9QY1tX/wsAAAAAADCGBIb7AAByZ9LcStW/2pQ23lw5R1buy7TOmHqGjIys0gPL\n5XXLNatyVh5OmiVjpFln9HxtfVq69d1Sd5v72ed/3lMpe95Xe95DRpedOE0nzhiv/7pzjZ58be+A\n39+wq1UbdrXq5me2SpKOm1ap95w0XZeeMFVlIf7TAgAAAAAY26h0BUaRSXMqnePdoXHqDFfpwOrV\nab05q0urtbhmsfO95XXLc37GQZt5mvT+26Vghp6kz/yP9Mh1VLxmaVZNVLd8dJnuu/ZMvW/ZDJUG\ns698TfVSXbP+6841Wva1h/Uff35Za+qbc3hSAAAAAABGFkJXYBTxCl0lqblijhJ79ipWX582d+a0\nM53vrNy1Um1elaXDYeZp0hW3SYGw9zNPfk96/PrCnWkUOHZyhb7+jsVa8Z9v1pfevkBzaqODXqu9\nO6Hfrtimi378pC654Sn94YXt6uhO5PC0AAAAAAAUP0JXYBQJR4MaP9kdmDVXHurrmt5iwKuva9zG\n9XTD07k7YC7MOVt6762Sv8T7mce+Lj36DSpeB6giHNSHT5+tR/75bN3ykWU6b8FE+YbQqeHv25v0\nuT++pFO+/rCuvvVF3fDoa3psw27taaUHLAAAAABgdKPxHjDKTJ5bqf072tPGmw9dprV6tSrfflGf\nuflV8zWhdIJ2d+xOe++O1+7QebPOy89hB+uot0jv+T/p91dKybj7mce/KbXukN72PcnPb3UDYYzR\nGUfX6Iyja7SrpVNPbNyrZzc16tlNjarb3zHg9Vo747rn5R265+Udh8cmVoS0cEqlFk6p0KKplTpx\nxnjVlody+bcBAAAAAMCwIYkARplJcyq17smGtPG2sqmK+0PqWLUqbc4YozOnnak/bfxT2txT9U9p\nw74Nmlc1Ly/nHbR5F0jv+pV0+4cl6/Ht6y/eLLXulN79a6lk8N8yP5ZNrAjrXUun6V1Lp0mStu87\noBWb9+nZTY1asblR2/cNPISVpF0tXdrVslt/e+VI0D+zOqKlM8frpJlVOmnWeB1VWybfUEptAQAA\nAAAYJoSuwCgzea5HX1fjU0vFLAU2bFDywAH5In0vpLpozkXO0FWSfrXmV/rWWd/K9VGHbsEl0mU/\nk+74mGST7mc2PiDddJH0vj9IZbWFPd8oNL0qoulVkcMh7Oa97fr989t1+wvb1djePaS1tzYe0NbG\nA7rjxZ6+w5WlQZ04Y5xOmlWlk2aO15Lp4xQewmVfAAAAAAAUCj1dgVGmckKpwmVB51xzxRwpkVDH\nmjVpc0snLtXimsXO9x7Y8oDq29Iv4CoKi98lXXKDpAwVkQ0vSr88V2p8vWDHGitm10T1+Qvm6+kv\nvEk/uuIEnTqnKmdrN3fE9OiGPfr2Axt0+c+e1eIvP6B33PiUvn7vej24dqca2+gNCwAAAAAoTlS6\nAqOMMUaT5lRqy0t70+Z6X6YVPeWUtPeuWnSVPvvYZ9PeS9iEbl57s/5j2X/k59BDdfz7etoH/Olj\nUsIjiNu/uSd4fd/t0rSlhT3fGBAK+HXxkim6eMkUvba7Tb97bpv+uLJOzR2xnO0RS1it2takVdua\n9LODY3Nqo1o4pVKzqyOaVRPt+aqOanwkKGNoTQAAAAAAGB6ErsAoNHmuR+haMVtWRh2rVzvfO2f6\nOZpVMUtbWrakzf1545/1iSWfUFU4d5WMObXgEilaK/3uCqmzyf3MgUbpprdJF3xLmnch7Qby5KgJ\nZfp/Fy3Qv711np7YuFcv1TVpbUOL1tQ3a3drbqtTN+1p16Y96RfHVYQDmn0whJ198GtubZlm1URV\nFuI/fQAAAACA/OL/PIFRaJJHX9dEoFTt0ckKrF4ta21aJdQZ4K8AACAASURBVKDf59eHFn5IX37m\ny2nvdiY69btXfqerj786H0fOjZmnSR95ULrlnVLzdvcz8Q7pL9f0fNUeK806o+dr5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wyp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\n0jU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HZl7UchpjTUTEI4BDG11vzcxfrYGllmS8mXSVuiv/4d5jxGOQ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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbcf919e750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "csv_path_list = [\n",
    "#     '../models/middle/emsize100nhid100dropout0.50tiedTrue/train.csv',\n",
    "    '../models/middle/emsize200nhid200dropout0.50tiedTrue/train.csv',\n",
    "    '../models/middle/emsize300nhid300dropout0.50tiedTrue/train.csv',\n",
    "    '../models/middle/emsize500nhid500dropout0.50tiedTrue/train.csv',\n",
    "#     '../models/middle/emsize750nhid750dropout0.50tiedTrue/train.csv',\n",
    "    '../models/middle/emsize1000nhid1000dropout0.50tiedTrue/train.csv',\n",
    "#     '../models/middle/emsize1250nhid1250dropout0.50tiedTrue/train.csv',\n",
    "    '../models/middle/emsize1500nhid1500dropout0.50tiedTrue/train.csv',\n",
    "]\n",
    "label_list = [\n",
    "#     'size=100',\n",
    "    'size=200',\n",
    "    'size=300',\n",
    "    'size=500',\n",
    "#     'size=750',\n",
    "    'size=1000',\n",
    "#     'size=1250',\n",
    "    'size=1500',\n",
    "]\n",
    "\n",
    "plt.figure(figsize=(5, 4), dpi=300)\n",
    "data = []\n",
    "for i, csv_path in enumerate(csv_path_list):\n",
    "    df = pd.read_csv(csv_path)\n",
    "    plt.plot(df.epoch.values, df.val_ppl.values, label=label_list[i])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('val ppl.')\n",
    "plt.title('middle')\n",
    "plt.legend(loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## high loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fbcf9094b10>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6efKkJCk7O1vDhg3Tpk2bZLVaq9xn//79SklJ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\nuLhqr2m32/X444+726ZpasyYMX7rxl7I1q1bV6mcxt133x1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Cuw3nL5I6BTGujaR0P88W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\nz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PhNXfXAcv170/44Zg0A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\nnO83kU86eefU93RydS8AAAAARBT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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbcf9094990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "csv_path_list = [\n",
    "#     '../models/high/emsize100nhid100dropout0.50tiedTrue/train.csv',\n",
    "    '../models/high/emsize200nhid200dropout0.50tiedTrue/train.csv',\n",
    "    '../models/high/emsize300nhid300dropout0.50tiedTrue/train.csv',\n",
    "    '../models/high/emsize500nhid500dropout0.50tiedTrue/train.csv',\n",
    "#     '../models/high/emsize750nhid750dropout0.50tiedTrue/train.csv',\n",
    "    '../models/high/emsize1000nhid1000dropout0.50tiedTrue/train.csv',\n",
    "#     '../models/high/emsize1250nhid1250dropout0.50tiedTrue/train.csv',\n",
    "    '../models/high/emsize1500nhid1500dropout0.50tiedTrue/train.csv',\n",
    "]\n",
    "label_list = [\n",
    "#     'size=100',\n",
    "    'size=200',\n",
    "    'size=300',\n",
    "    'size=500',\n",
    "#     'size=750',\n",
    "    'size=1000',\n",
    "#     'size=1250',\n",
    "    'size=1500',\n",
    "]\n",
    "\n",
    "plt.figure(figsize=(5, 4), dpi=300)\n",
    "data = []\n",
    "for i, csv_path in enumerate(csv_path_list):\n",
    "    df = pd.read_csv(csv_path)\n",
    "    plt.plot(df.epoch.values, df.val_ppl.values, label=label_list[i])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('val ppl.')\n",
    "plt.title('high')\n",
    "plt.legend(loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## middle dropout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fbcf8f76790>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CC35jlS4nkd5//3116NBBTz/9dKXjzM7OVpcuXTRjxgy/Sc8LFy5o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\nRfXp00crV660VOGapqnNmzfrl7/8pZ5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JUL158yZGjhyJrKysBq+5YsUKzJgxw/C7kEaj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\nO/1E87UzRxisEhEREREREREFoyEHq7s8/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B0zcZgixUHH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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbcf8f76750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "csv_path_list = [\n",
    "    '../models/middle/emsize500nhid500dropout0.10tiedTrue/train.csv',\n",
    "    '../models/middle/emsize500nhid500dropout0.30tiedTrue/train.csv',\n",
    "    '../models/middle/emsize500nhid500dropout0.50tiedTrue/train.csv',\n",
    "    '../models/middle/emsize500nhid500dropout0.60tiedTrue/train.csv',\n",
    "    '../models/middle/emsize500nhid500dropout0.70tiedTrue/train.csv',\n",
    "    '../models/middle/emsize500nhid500dropout0.80tiedTrue/train.csv',\n",
    "]\n",
    "label_list = [\n",
    "    'dropout=0.1',\n",
    "    'dropout=0.3',\n",
    "    'dropout=0.5',\n",
    "    'dropout=0.6',\n",
    "    'dropout=0.7',\n",
    "    'dropout=0.8',\n",
    "    \n",
    "]\n",
    "\n",
    "plt.figure(figsize=(5, 4), dpi=300)\n",
    "data = []\n",
    "for i, csv_path in enumerate(csv_path_list):\n",
    "    df = pd.read_csv(csv_path)\n",
    "    plt.plot(df.epoch.values, df.val_ppl.values, label=label_list[i])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('val ppl.')\n",
    "plt.legend(loc='upper right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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